Overview

Dataset statistics

Number of variables42
Number of observations750000
Missing cells299345
Missing cells (%)1.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory240.3 MiB
Average record size in memory336.0 B

Variable types

NUM27
CAT12
BOOL3

Warnings

policy_code has constant value "750000" Constant
issue_date has a high cardinality: 139 distinct values High cardinality
earlies_credit_mon has a high cardinality: 718 distinct values High cardinality
monthly_payment is highly correlated with total_loanHigh correlation
total_loan is highly correlated with monthly_paymentHigh correlation
scoring_high is highly correlated with scoring_lowHigh correlation
scoring_low is highly correlated with scoring_highHigh correlation
early_return_amount_3mon is highly correlated with early_return_amountHigh correlation
early_return_amount is highly correlated with early_return_amount_3monHigh correlation
sub_class is highly correlated with classHigh correlation
class is highly correlated with sub_classHigh correlation
work_year has 43847 (5.8%) missing values Missing
f0 has 37798 (5.0%) missing values Missing
f1 has 65411 (8.7%) missing values Missing
f2 has 37798 (5.0%) missing values Missing
f3 has 37799 (5.0%) missing values Missing
f4 has 37798 (5.0%) missing values Missing
f5 has 37798 (5.0%) missing values Missing
debt_loan_ratio is highly skewed (γ1 = 27.21025421) Skewed
f1 is highly skewed (γ1 = 42.0206785) Skewed
loan_id has unique values Unique
user_id has unique values Unique
house_exist has 370915 (49.5%) zeros Zeros
offsprings has 491460 (65.5%) zeros Zeros
use has 435098 (58.0%) zeros Zeros
region has 25461 (3.4%) zeros Zeros
del_in_18month has 605314 (80.7%) zeros Zeros
pub_dero_bankrup has 656470 (87.5%) zeros Zeros
early_return has 690074 (92.0%) zeros Zeros
early_return_amount has 690074 (92.0%) zeros Zeros
early_return_amount_3mon has 690074 (92.0%) zeros Zeros
title has 368735 (49.2%) zeros Zeros
f1 has 684067 (91.2%) zeros Zeros
f2 has 21233 (2.8%) zeros Zeros
f5 has 543147 (72.4%) zeros Zeros

Reproduction

Analysis started2021-10-15 01:37:53.053074
Analysis finished2021-10-15 01:44:13.468313
Duration6 minutes and 20.42 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

loan_id
Real number (ℝ≥0)

UNIQUE

Distinct750000
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean400033.7122
Minimum0
Maximum799999
Zeros1
Zeros (%)< 0.1%
Memory size5.7 MiB
2021-10-15T09:44:13.801947image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile39991.95
Q1199923.75
median400077.5
Q3600051.25
95-th percentile760060.05
Maximum799999
Range799999
Interquartile range (IQR)400127.5

Descriptive statistics

Standard deviation230968.5423
Coefficient of variation (CV)0.5773726944
Kurtosis-1.200399316
Mean400033.7122
Median Absolute Deviation (MAD)200064
Skewness-0.0002873238239
Sum3.000252841e+11
Variance5.334646751e+10
MonotocityNot monotonic
2021-10-15T09:44:13.934593image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
01< 0.1%
 
5371711< 0.1%
 
5248851< 0.1%
 
5310301< 0.1%
 
5289831< 0.1%
 
5515121< 0.1%
 
5556101< 0.1%
 
5535631< 0.1%
 
5433241< 0.1%
 
5474221< 0.1%
 
Other values (749990)749990> 99.9%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
7999991< 0.1%
 
7999981< 0.1%
 
7999961< 0.1%
 
7999941< 0.1%
 
7999931< 0.1%
 

user_id
Real number (ℝ≥0)

UNIQUE

Distinct750000
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean374999.5
Minimum0
Maximum749999
Zeros1
Zeros (%)< 0.1%
Memory size5.7 MiB
2021-10-15T09:44:14.325086image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile37499.95
Q1187499.75
median374999.5
Q3562499.25
95-th percentile712499.05
Maximum749999
Range749999
Interquartile range (IQR)374999.5

Descriptive statistics

Standard deviation216506.4953
Coefficient of variation (CV)0.5773514239
Kurtosis-1.2
Mean374999.5
Median Absolute Deviation (MAD)187500
Skewness-1.963100175e-15
Sum2.81249625e+11
Variance4.68750625e+10
MonotocityStrictly increasing
2021-10-15T09:44:14.449755image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
01< 0.1%
 
1523511< 0.1%
 
2383691< 0.1%
 
2445141< 0.1%
 
2424671< 0.1%
 
2322281< 0.1%
 
2301811< 0.1%
 
2363261< 0.1%
 
2342791< 0.1%
 
2568081< 0.1%
 
Other values (749990)749990> 99.9%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
7499991< 0.1%
 
7499981< 0.1%
 
7499971< 0.1%
 
7499961< 0.1%
 
7499951< 0.1%
 

total_loan
Real number (ℝ≥0)

HIGH CORRELATION

Distinct1540
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14419.40653
Minimum500
Maximum40000
Zeros0
Zeros (%)0.0%
Memory size5.7 MiB
2021-10-15T09:44:14.583905image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum500
5-th percentile3200
Q18000
median12000
Q320000
95-th percentile32875
Maximum40000
Range39500
Interquartile range (IQR)12000

Descriptive statistics

Standard deviation8717.343741
Coefficient of variation (CV)0.6045563471
Kurtosis-0.0843171787
Mean14419.40653
Median Absolute Deviation (MAD)6000
Skewness0.7823678844
Sum1.08145549e+10
Variance75992081.9
MonotocityNot monotonic
2021-10-15T09:44:14.712565image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
10000553457.4%
 
12000406435.4%
 
20000393345.2%
 
15000390545.2%
 
35000285113.8%
 
5000273723.6%
 
8000263863.5%
 
6000249763.3%
 
16000203542.7%
 
25000190672.5%
 
Other values (1530)42895857.2%
 
ValueCountFrequency (%) 
5002< 0.1%
 
7001< 0.1%
 
7251< 0.1%
 
7501< 0.1%
 
9001< 0.1%
 
ValueCountFrequency (%) 
4000037730.5%
 
399753< 0.1%
 
399501< 0.1%
 
399004< 0.1%
 
398751< 0.1%
 

year_of_loan
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
3
568909 
5
181091 
ValueCountFrequency (%) 
356890975.9%
 
518109124.1%
 
2021-10-15T09:44:14.837922image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:44:14.903749image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:14.969575image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

interest
Real number (ℝ≥0)

Distinct639
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.24006247
Minimum5.31
Maximum30.99
Zeros0
Zeros (%)0.0%
Memory size5.7 MiB
2021-10-15T09:44:15.068423image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum5.31
5-th percentile6.49
Q19.75
median12.74
Q315.99
95-th percentile22.15
Maximum30.99
Range25.68
Interquartile range (IQR)6.24

Descriptive statistics

Standard deviation4.767528193
Coefficient of variation (CV)0.3600835121
Kurtosis0.5024593185
Mean13.24006247
Median Absolute Deviation (MAD)3.14
Skewness0.7127235967
Sum9930046.85
Variance22.72932507
MonotocityNot monotonic
2021-10-15T09:44:15.194086image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
10.99211972.8%
 
11.99184372.5%
 
13.99163682.2%
 
5.32159682.1%
 
9.17145071.9%
 
12.99143121.9%
 
7.89138451.8%
 
16.99127191.7%
 
15.61125971.7%
 
9.99108751.5%
 
Other values (629)59917579.9%
 
ValueCountFrequency (%) 
5.315150.1%
 
5.32159682.1%
 
5.42304< 0.1%
 
5.79215< 0.1%
 
5.9310170.1%
 
ValueCountFrequency (%) 
30.99278< 0.1%
 
30.94258< 0.1%
 
30.89229< 0.1%
 
30.84246< 0.1%
 
30.794250.1%
 

monthly_payment
Real number (ℝ≥0)

HIGH CORRELATION

Distinct70941
Distinct (%)9.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean438.0329199
Minimum15.69
Maximum1715.42
Zeros0
Zeros (%)0.0%
Memory size5.7 MiB
2021-10-15T09:44:15.336772image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum15.69
5-th percentile108.74
Q1248.45
median375.16
Q3580.73
95-th percentile963.68
Maximum1715.42
Range1699.73
Interquartile range (IQR)332.28

Descriptive statistics

Standard deviation261.5134068
Coefficient of variation (CV)0.5970177009
Kurtosis0.7452647872
Mean438.0329199
Median Absolute Deviation (MAD)155.74
Skewness1.006014006
Sum328524689.9
Variance68389.26191
MonotocityNot monotonic
2021-10-15T09:44:15.456275image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
327.3417410.2%
 
301.1514920.2%
 
332.114370.2%
 
318.7912570.2%
 
491.0111890.2%
 
312.8611790.2%
 
392.8111240.1%
 
602.311240.1%
 
361.3810800.1%
 
451.7310590.1%
 
Other values (70931)73731898.3%
 
ValueCountFrequency (%) 
15.691< 0.1%
 
16.311< 0.1%
 
19.871< 0.1%
 
20.221< 0.1%
 
21.251< 0.1%
 
ValueCountFrequency (%) 
1715.421< 0.1%
 
1714.544< 0.1%
 
1691.281< 0.1%
 
1647.031< 0.1%
 
1618.031< 0.1%
 

class
Categorical

HIGH CORRELATION

Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
B
219124 
C
212817 
A
130885 
D
112021 
E
52245 
Other values (2)
22908 
ValueCountFrequency (%) 
B21912429.2%
 
C21281728.4%
 
A13088517.5%
 
D11202114.9%
 
E522457.0%
 
F178612.4%
 
G50470.7%
 
2021-10-15T09:44:15.574947image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:44:15.644760image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:15.737513image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

sub_class
Categorical

HIGH CORRELATION

Distinct35
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
C1
 
47515
B4
 
46366
B5
 
45896
B3
 
45626
C2
 
44065
Other values (30)
520532 
ValueCountFrequency (%) 
C1475156.3%
 
B4463666.2%
 
B5458966.1%
 
B3456266.1%
 
C2440655.9%
 
C3420005.6%
 
C4415245.5%
 
B2414985.5%
 
B1397385.3%
 
C5377135.0%
 
Other values (25)31805942.4%
 
2021-10-15T09:44:15.846003image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:44:15.949725image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length2
Median length2
Mean length2
Min length2

work_type
Categorical

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
其他
273439 
职员
166548 
工人
125219 
公务员
101378 
工程师
83416 
ValueCountFrequency (%) 
其他27343936.5%
 
职员16654822.2%
 
工人12521916.7%
 
公务员10137813.5%
 
工程师8341611.1%
 
2021-10-15T09:44:16.056440image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:44:16.135229image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:16.217011image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length3
Median length2
Mean length2.246392
Min length2

employer_type
Categorical

Distinct6
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
普通企业
340530 
政府机构
193688 
幼教与中小学校
74991 
上市企业
74968 
世界五百强
40538 
ValueCountFrequency (%) 
普通企业34053045.4%
 
政府机构19368825.8%
 
幼教与中小学校7499110.0%
 
上市企业7496810.0%
 
世界五百强405385.4%
 
高等教育机构252853.4%
 
2021-10-15T09:44:16.317741image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:44:16.390546image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:16.491277image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length7
Median length4
Mean length4.421441333
Min length4

industry
Categorical

Distinct14
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
金融业
120311 
电力、热力生产供应业
90212 
公共服务、社会组织
75704 
住宿和餐饮业
67086 
文化和体育业
60397 
Other values (9)
336290 
ValueCountFrequency (%) 
金融业12031116.0%
 
电力、热力生产供应业9021212.0%
 
公共服务、社会组织7570410.1%
 
住宿和餐饮业670868.9%
 
文化和体育业603978.1%
 
信息传输、软件和信息技术服务业597968.0%
 
建筑业523127.0%
 
房地产业448946.0%
 
交通运输、仓储和邮政业375255.0%
 
农、林、牧、渔业374075.0%
 
Other values (4)10435613.9%
 
2021-10-15T09:44:16.598799image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:44:16.702525image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length15
Median length6
Mean length6.743008
Min length3

work_year
Categorical

MISSING

Distinct11
Distinct (%)< 0.1%
Missing43847
Missing (%)5.8%
Memory size5.7 MiB
10+ years
246226 
2 years
67987 
< 1 year
60198 
3 years
60128 
1 year
49204 
Other values (6)
222410 
ValueCountFrequency (%) 
10+ years24622632.8%
 
2 years679879.1%
 
< 1 year601988.0%
 
3 years601288.0%
 
1 year492046.6%
 
5 years470276.3%
 
4 years450376.0%
 
6 years349104.7%
 
8 years338574.5%
 
7 years332004.4%
 
(Missing)438475.8%
 
2021-10-15T09:44:16.798657image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:44:16.897386image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length9
Median length7
Mean length7.437410667
Min length3

house_exist
Real number (ℝ≥0)

ZEROS

Distinct6
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6142746667
Minimum0
Maximum5
Zeros370915
Zeros (%)49.5%
Memory size5.7 MiB
2021-10-15T09:44:16.979674image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q31
95-th percentile2
Maximum5
Range5
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.675668984
Coefficient of variation (CV)1.099946035
Kurtosis-0.4692585445
Mean0.6142746667
Median Absolute Deviation (MAD)1
Skewness0.6757277834
Sum460706
Variance0.4565285759
MonotocityNot monotonic
2021-10-15T09:44:17.065444image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
037091549.5%
 
129792839.7%
 
28087610.8%
 
3175< 0.1%
 
577< 0.1%
 
429< 0.1%
 
ValueCountFrequency (%) 
037091549.5%
 
129792839.7%
 
28087610.8%
 
3175< 0.1%
 
429< 0.1%
 
ValueCountFrequency (%) 
577< 0.1%
 
429< 0.1%
 
3175< 0.1%
 
28087610.8%
 
129792839.7%
 
Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
0
384838 
1
284190 
2
80972 
ValueCountFrequency (%) 
038483851.3%
 
128419037.9%
 
28097210.8%
 
2021-10-15T09:44:17.165177image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:44:17.233994image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:17.304804image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

censor_status
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
1
290428 
2
233440 
0
226132 
ValueCountFrequency (%) 
129042838.7%
 
223344031.1%
 
022613230.2%
 
2021-10-15T09:44:17.404999image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:44:17.471821image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:17.542631image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

marriage
Categorical

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
0
380175 
1
336871 
2
 
26260
3
 
6694
ValueCountFrequency (%) 
038017550.7%
 
133687144.9%
 
2262603.5%
 
366940.9%
 
2021-10-15T09:44:17.643361image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:44:17.716166image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:17.795953image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

offsprings
Real number (ℝ≥0)

ZEROS

Distinct6
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.082874667
Minimum0
Maximum5
Zeros491460
Zeros (%)65.5%
Memory size5.7 MiB
2021-10-15T09:44:17.875740image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.691962058
Coefficient of variation (CV)1.562472658
Kurtosis0.06793541089
Mean1.082874667
Median Absolute Deviation (MAD)0
Skewness1.251490583
Sum812156
Variance2.862735607
MonotocityNot monotonic
2021-10-15T09:44:17.961019image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
049146065.5%
 
3738929.9%
 
5614738.2%
 
2491086.5%
 
1371234.9%
 
4369444.9%
 
ValueCountFrequency (%) 
049146065.5%
 
1371234.9%
 
2491086.5%
 
3738929.9%
 
4369444.9%
 
ValueCountFrequency (%) 
5614738.2%
 
4369444.9%
 
3738929.9%
 
2491086.5%
 
1371234.9%
 

issue_date
Categorical

HIGH CARDINALITY

Distinct139
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
2016-03-01
 
27230
2015-10-01
 
23885
2015-07-01
 
23016
2015-12-01
 
21727
2014-10-01
 
20136
Other values (134)
634006 
ValueCountFrequency (%) 
2016-03-01272303.6%
 
2015-10-01238853.2%
 
2015-07-01230163.1%
 
2015-12-01217272.9%
 
2014-10-01201362.7%
 
2016-02-01192502.6%
 
2015-11-01182382.4%
 
2015-01-01180652.4%
 
2015-04-01177892.4%
 
2015-08-01175962.3%
 
Other values (129)54306872.4%
 
2021-10-15T09:44:18.076711image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique1 ?
Unique (%)< 0.1%
2021-10-15T09:44:18.187427image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length10
Median length10
Mean length10
Min length10

use
Real number (ℝ≥0)

ZEROS

Distinct14
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.745846667
Minimum0
Maximum13
Zeros435098
Zeros (%)58.0%
Memory size5.7 MiB
2021-10-15T09:44:18.274185image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q34
95-th percentile5
Maximum13
Range13
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.367289073
Coefficient of variation (CV)1.355954746
Kurtosis1.250989651
Mean1.745846667
Median Absolute Deviation (MAD)0
Skewness1.25109235
Sum1309385
Variance5.604057555
MonotocityNot monotonic
2021-10-15T09:44:18.368450image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%) 
043509858.0%
 
416446721.9%
 
2488966.5%
 
5433845.8%
 
3164652.2%
 
986661.2%
 
185321.1%
 
881261.1%
 
1052800.7%
 
750390.7%
 
Other values (4)60470.8%
 
ValueCountFrequency (%) 
043509858.0%
 
185321.1%
 
2488966.5%
 
3164652.2%
 
416446721.9%
 
ValueCountFrequency (%) 
13182< 0.1%
 
1212720.2%
 
115230.1%
 
1052800.7%
 
986661.2%
 

post_code
Real number (ℝ≥0)

Distinct930
Distinct (%)0.1%
Missing1
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean258.5588661
Minimum0
Maximum940
Zeros2425
Zeros (%)0.3%
Memory size5.7 MiB
2021-10-15T09:44:18.480568image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile19
Q1103
median203
Q3395
95-th percentile654
Maximum940
Range940
Interquartile range (IQR)292

Descriptive statistics

Standard deviation200.0489484
Coefficient of variation (CV)0.7737075562
Kurtosis-0.1433229611
Mean258.5588661
Median Absolute Deviation (MAD)131
Skewness0.8320427967
Sum193918891
Variance40019.58176
MonotocityNot monotonic
2021-10-15T09:44:18.602424image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
13484021.1%
 
1980421.1%
 
5176591.0%
 
3168730.9%
 
467150.9%
 
3262690.8%
 
14359670.8%
 
7459560.8%
 
19558770.8%
 
11658690.8%
 
Other values (920)68237091.0%
 
ValueCountFrequency (%) 
024250.3%
 
1368< 0.1%
 
227200.4%
 
3352< 0.1%
 
467150.9%
 
ValueCountFrequency (%) 
9401< 0.1%
 
9381< 0.1%
 
9371< 0.1%
 
9351< 0.1%
 
9331< 0.1%
 

region
Real number (ℝ≥0)

ZEROS

Distinct51
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16.388876
Minimum0
Maximum50
Zeros25461
Zeros (%)3.4%
Memory size5.7 MiB
2021-10-15T09:44:18.721116image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q18
median14
Q322
95-th percentile38
Maximum50
Range50
Interquartile range (IQR)14

Descriptive statistics

Standard deviation11.03569641
Coefficient of variation (CV)0.673365056
Kurtosis-0.02959829805
Mean16.388876
Median Absolute Deviation (MAD)7
Skewness0.7821439763
Sum12291657
Variance121.7865952
MonotocityNot monotonic
2021-10-15T09:44:18.850760image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
810959714.6%
 
14616838.2%
 
13609958.1%
 
21532957.1%
 
2286013.8%
 
30268733.6%
 
0254613.4%
 
19245433.3%
 
3241413.2%
 
9214772.9%
 
Other values (41)31333441.8%
 
ValueCountFrequency (%) 
0254613.4%
 
115170.2%
 
2286013.8%
 
3241413.2%
 
4132691.8%
 
ValueCountFrequency (%) 
505< 0.1%
 
499560.1%
 
4817720.2%
 
4711350.2%
 
468910.1%
 

debt_loan_ratio
Real number (ℝ)

SKEWED

Distinct6212
Distinct (%)0.8%
Missing230
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean18.27978884
Minimum-1
Maximum999
Zeros483
Zeros (%)0.1%
Memory size5.7 MiB
2021-10-15T09:44:18.974429image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile4.98
Q111.79
median17.61
Q324.05
95-th percentile32.97
Maximum999
Range1000
Interquartile range (IQR)12.26

Descriptive statistics

Standard deviation11.13122337
Coefficient of variation (CV)0.6089361025
Kurtosis2145.887052
Mean18.27978884
Median Absolute Deviation (MAD)6.11
Skewness27.21025421
Sum13705637.28
Variance123.9041338
MonotocityNot monotonic
2021-10-15T09:44:19.101090image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
19.25620.1%
 
185560.1%
 
13.25440.1%
 
16.85300.1%
 
14.45080.1%
 
124980.1%
 
04830.1%
 
21.64780.1%
 
20.44740.1%
 
15.64710.1%
 
Other values (6202)74466699.3%
 
ValueCountFrequency (%) 
-12< 0.1%
 
04830.1%
 
0.016< 0.1%
 
0.028< 0.1%
 
0.039< 0.1%
 
ValueCountFrequency (%) 
99922< 0.1%
 
991.571< 0.1%
 
831.971< 0.1%
 
818.11< 0.1%
 
797.11< 0.1%
 

del_in_18month
Real number (ℝ≥0)

ZEROS

Distinct30
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3184386667
Minimum0
Maximum39
Zeros605314
Zeros (%)80.7%
Memory size5.7 MiB
2021-10-15T09:44:19.215783image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum39
Range39
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8810019961
Coefficient of variation (CV)2.766630087
Kurtosis63.09156294
Mean0.3184386667
Median Absolute Deviation (MAD)0
Skewness5.70498389
Sum238829
Variance0.7761645171
MonotocityNot monotonic
2021-10-15T09:44:19.328153image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=30)
ValueCountFrequency (%) 
060531480.7%
 
19616212.8%
 
2280993.7%
 
3102611.4%
 
445160.6%
 
523510.3%
 
613070.2%
 
77180.1%
 
84120.1%
 
9272< 0.1%
 
Other values (20)5880.1%
 
ValueCountFrequency (%) 
060531480.7%
 
19616212.8%
 
2280993.7%
 
3102611.4%
 
445160.6%
 
ValueCountFrequency (%) 
391< 0.1%
 
301< 0.1%
 
292< 0.1%
 
271< 0.1%
 
262< 0.1%
 

scoring_low
Real number (ℝ≥0)

HIGH CORRELATION

Distinct39
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean696.2036867
Minimum630
Maximum845
Zeros0
Zeros (%)0.0%
Memory size5.7 MiB
2021-10-15T09:44:19.455813image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum630
5-th percentile660
Q1670
median690
Q3710
95-th percentile760
Maximum845
Range215
Interquartile range (IQR)40

Descriptive statistics

Standard deviation31.87235468
Coefficient of variation (CV)0.04578021532
Kurtosis1.655420499
Mean696.2036867
Median Absolute Deviation (MAD)20
Skewness1.283386223
Sum522152765
Variance1015.846993
MonotocityNot monotonic
2021-10-15T09:44:19.569021image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=39)
ValueCountFrequency (%) 
660674669.0%
 
670655598.7%
 
665652418.7%
 
675581967.8%
 
680573757.6%
 
685502866.7%
 
690488046.5%
 
695441075.9%
 
700405585.4%
 
705366184.9%
 
Other values (29)21579028.8%
 
ValueCountFrequency (%) 
6301< 0.1%
 
660674669.0%
 
665652418.7%
 
670655598.7%
 
675581967.8%
 
ValueCountFrequency (%) 
845112< 0.1%
 
840132< 0.1%
 
835242< 0.1%
 
8303860.1%
 
8255970.1%
 

scoring_high
Real number (ℝ≥0)

HIGH CORRELATION

Distinct39
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean700.203836
Minimum634
Maximum850
Zeros0
Zeros (%)0.0%
Memory size5.7 MiB
2021-10-15T09:44:19.682225image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum634
5-th percentile664
Q1674
median694
Q3714
95-th percentile764
Maximum850
Range216
Interquartile range (IQR)40

Descriptive statistics

Standard deviation31.87305418
Coefficient of variation (CV)0.04551967947
Kurtosis1.656913873
Mean700.203836
Median Absolute Deviation (MAD)20
Skewness1.283596067
Sum525152877
Variance1015.891583
MonotocityNot monotonic
2021-10-15T09:44:19.795430image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=39)
ValueCountFrequency (%) 
664674669.0%
 
674655598.7%
 
669652418.7%
 
679581967.8%
 
684573757.6%
 
689502866.7%
 
694488046.5%
 
699441075.9%
 
704405585.4%
 
709366184.9%
 
Other values (29)21579028.8%
 
ValueCountFrequency (%) 
6341< 0.1%
 
664674669.0%
 
669652418.7%
 
674655598.7%
 
679581967.8%
 
ValueCountFrequency (%) 
850112< 0.1%
 
844132< 0.1%
 
839242< 0.1%
 
8343860.1%
 
8295970.1%
 

pub_dero_bankrup
Real number (ℝ≥0)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing375
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean0.1339949975
Minimum0
Maximum12
Zeros656470
Zeros (%)87.5%
Memory size5.7 MiB
2021-10-15T09:44:19.889179image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3774905176
Coefficient of variation (CV)2.817198587
Kurtosis20.43401137
Mean0.1339949975
Median Absolute Deviation (MAD)0
Skewness3.45945843
Sum100446
Variance0.1424990909
MonotocityNot monotonic
2021-10-15T09:44:19.980597image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
065647087.5%
 
18763011.7%
 
242970.6%
 
38800.1%
 
4231< 0.1%
 
576< 0.1%
 
623< 0.1%
 
711< 0.1%
 
83< 0.1%
 
93< 0.1%
 
(Missing)3750.1%
 
ValueCountFrequency (%) 
065647087.5%
 
18763011.7%
 
242970.6%
 
38800.1%
 
4231< 0.1%
 
ValueCountFrequency (%) 
121< 0.1%
 
93< 0.1%
 
83< 0.1%
 
711< 0.1%
 
623< 0.1%
 

early_return
Real number (ℝ≥0)

ZEROS

Distinct30
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.197812
Minimum0
Maximum29
Zeros690074
Zeros (%)92.0%
Memory size5.7 MiB
2021-10-15T09:44:20.081861image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile11
Maximum29
Range29
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4.703108182
Coefficient of variation (CV)3.926415983
Kurtosis17.39499443
Mean1.197812
Median Absolute Deviation (MAD)0
Skewness4.225263246
Sum898359
Variance22.11922657
MonotocityNot monotonic
2021-10-15T09:44:20.190181image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=30)
ValueCountFrequency (%) 
069007492.0%
 
221640.3%
 
1421440.3%
 
1321400.3%
 
2221280.3%
 
1921080.3%
 
321060.3%
 
2021030.3%
 
2620960.3%
 
820900.3%
 
Other values (20)408475.4%
 
ValueCountFrequency (%) 
069007492.0%
 
120490.3%
 
221640.3%
 
321060.3%
 
420010.3%
 
ValueCountFrequency (%) 
2920430.3%
 
2820190.3%
 
2720690.3%
 
2620960.3%
 
2520750.3%
 

early_return_amount
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct1867
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean95.27616133
Minimum0
Maximum4321
Zeros690074
Zeros (%)92.0%
Memory size5.7 MiB
2021-10-15T09:44:20.312853image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile638
Maximum4321
Range4321
Interquartile range (IQR)0

Descriptive statistics

Standard deviation422.2637353
Coefficient of variation (CV)4.431997778
Kurtosis32.94447865
Mean95.27616133
Median Absolute Deviation (MAD)0
Skewness5.482002253
Sum71457121
Variance178306.6622
MonotocityNot monotonic
2021-10-15T09:44:20.438517image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
069007492.0%
 
240191< 0.1%
 
336181< 0.1%
 
360177< 0.1%
 
720172< 0.1%
 
252170< 0.1%
 
504162< 0.1%
 
420158< 0.1%
 
270154< 0.1%
 
288149< 0.1%
 
Other values (1857)584127.8%
 
ValueCountFrequency (%) 
069007492.0%
 
1012< 0.1%
 
1112< 0.1%
 
1216< 0.1%
 
1315< 0.1%
 
ValueCountFrequency (%) 
432110< 0.1%
 
429216< 0.1%
 
426311< 0.1%
 
423415< 0.1%
 
420516< 0.1%
 

early_return_amount_3mon
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct59927
Distinct (%)8.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38.04914346
Minimum0
Maximum2539.717451
Zeros690074
Zeros (%)92.0%
Memory size5.7 MiB
2021-10-15T09:44:20.582133image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile237.4731343
Maximum2539.717451
Range2539.717451
Interquartile range (IQR)0

Descriptive statistics

Standard deviation175.6506531
Coefficient of variation (CV)4.616415432
Kurtosis43.88338204
Mean38.04914346
Median Absolute Deviation (MAD)0
Skewness6.12527588
Sum28536857.6
Variance30853.15192
MonotocityNot monotonic
2021-10-15T09:44:20.713291image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
069007492.0%
 
170.68072351< 0.1%
 
223.24081191< 0.1%
 
970.58813061< 0.1%
 
399.70551841< 0.1%
 
144.21361591< 0.1%
 
99.007191761< 0.1%
 
1129.6823971< 0.1%
 
1117.0436131< 0.1%
 
719.07782381< 0.1%
 
Other values (59917)599178.0%
 
ValueCountFrequency (%) 
069007492.0%
 
2.2392986951< 0.1%
 
2.411640121< 0.1%
 
2.8097677681< 0.1%
 
2.8485488821< 0.1%
 
ValueCountFrequency (%) 
2539.7174511< 0.1%
 
2534.6954381< 0.1%
 
2505.5681351< 0.1%
 
2488.1462241< 0.1%
 
2478.7785071< 0.1%
 

recircle_b
Real number (ℝ≥0)

Distinct69748
Distinct (%)9.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16240.00772
Minimum0
Maximum2904836
Zeros3720
Zeros (%)0.5%
Memory size5.7 MiB
2021-10-15T09:44:20.869873image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1664
Q15944
median11135
Q319734
95-th percentile43295.05
Maximum2904836
Range2904836
Interquartile range (IQR)13790

Descriptive statistics

Standard deviation22578.79737
Coefficient of variation (CV)1.390319374
Kurtosis1049.546807
Mean16240.00772
Median Absolute Deviation (MAD)6161
Skewness16.29767422
Sum1.218000579e+10
Variance509802090.9
MonotocityNot monotonic
2021-10-15T09:44:21.007878image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
037200.5%
 
478468< 0.1%
 
632565< 0.1%
 
601862< 0.1%
 
523562< 0.1%
 
631260< 0.1%
 
488659< 0.1%
 
584959< 0.1%
 
523259< 0.1%
 
583358< 0.1%
 
Other values (69738)74572899.4%
 
ValueCountFrequency (%) 
037200.5%
 
140< 0.1%
 
251< 0.1%
 
349< 0.1%
 
445< 0.1%
 
ValueCountFrequency (%) 
29048361< 0.1%
 
25689951< 0.1%
 
25607031< 0.1%
 
17467161< 0.1%
 
16967961< 0.1%
 

recircle_u
Real number (ℝ≥0)

Distinct1278
Distinct (%)0.2%
Missing489
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean51.78773902
Minimum0
Maximum892.3
Zeros3931
Zeros (%)0.5%
Memory size5.7 MiB
2021-10-15T09:44:21.144428image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile10.3
Q133.4
median52.1
Q370.7
95-th percentile91.5
Maximum892.3
Range892.3
Interquartile range (IQR)37.3

Descriptive statistics

Standard deviation24.51750678
Coefficient of variation (CV)0.4734230003
Kurtosis1.039394386
Mean51.78773902
Median Absolute Deviation (MAD)18.6
Skewness-0.01530825988
Sum38815480.06
Variance601.1081389
MonotocityNot monotonic
2021-10-15T09:44:21.266103image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
039310.5%
 
5714910.2%
 
6114910.2%
 
5314840.2%
 
5514790.2%
 
5914740.2%
 
5814680.2%
 
4614330.2%
 
5414300.2%
 
6214260.2%
 
Other values (1268)73240497.7%
 
ValueCountFrequency (%) 
039310.5%
 
0.011< 0.1%
 
0.15410.1%
 
0.121< 0.1%
 
0.24150.1%
 
ValueCountFrequency (%) 
892.31< 0.1%
 
180.31< 0.1%
 
165.81< 0.1%
 
1621< 0.1%
 
156.31< 0.1%
 
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
0
437116 
1
312884 
ValueCountFrequency (%) 
043711658.3%
 
131288441.7%
 
2021-10-15T09:44:21.344907image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

earlies_credit_mon
Categorical

HIGH CARDINALITY

Distinct718
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
Aug-2001
 
5215
Aug-2002
 
5065
Sep-2003
 
5050
Oct-2001
 
4925
Sep-2004
 
4909
Other values (713)
724836 
ValueCountFrequency (%) 
Aug-200152150.7%
 
Aug-200250650.7%
 
Sep-200350500.7%
 
Oct-200149250.7%
 
Sep-200449090.7%
 
Aug-200048850.7%
 
Sep-200248540.6%
 
Aug-200347900.6%
 
Oct-200247440.6%
 
Oct-200046980.6%
 
Other values (708)70086593.4%
 
2021-10-15T09:44:21.436694image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique25 ?
Unique (%)< 0.1%
2021-10-15T09:44:21.547383image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length8
Median length8
Mean length8
Min length8

title
Real number (ℝ≥0)

ZEROS

Distinct37498
Distinct (%)5.0%
Missing1
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean1753.21224
Minimum0
Maximum61680
Zeros368735
Zeros (%)49.2%
Memory size5.7 MiB
2021-10-15T09:44:21.659076image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q35
95-th percentile8756.1
Maximum61680
Range61680
Interquartile range (IQR)5

Descriptive statistics

Standard deviation7939.716437
Coefficient of variation (CV)4.528668153
Kurtosis28.00006618
Mean1753.21224
Median Absolute Deviation (MAD)1
Skewness5.227824819
Sum1314907427
Variance63039097.11
MonotocityNot monotonic
2021-10-15T09:44:21.779301image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
036873549.2%
 
413895518.5%
 
5419735.6%
 
6372605.0%
 
3135111.8%
 
292601.2%
 
3888201.2%
 
1075751.0%
 
165670.9%
 
963120.8%
 
Other values (37488)11103114.8%
 
ValueCountFrequency (%) 
036873549.2%
 
165670.9%
 
292601.2%
 
3135111.8%
 
413895518.5%
 
ValueCountFrequency (%) 
616801< 0.1%
 
616791< 0.1%
 
616781< 0.1%
 
616771< 0.1%
 
616741< 0.1%
 

policy_code
Boolean

CONSTANT
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
1
750000 
ValueCountFrequency (%) 
1750000100.0%
 
2021-10-15T09:44:21.865579image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

f0
Real number (ℝ≥0)

MISSING

Distinct44
Distinct (%)< 0.1%
Missing37798
Missing (%)5.0%
Infinite0
Infinite (%)0.0%
Mean5.592246301
Minimum0
Maximum45
Zeros3041
Zeros (%)0.4%
Memory size5.7 MiB
2021-10-15T09:44:21.938912image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q13
median5
Q37
95-th percentile12
Maximum45
Range45
Interquartile range (IQR)4

Descriptive statistics

Standard deviation3.216788433
Coefficient of variation (CV)0.5752229533
Kurtosis3.950298597
Mean5.592246301
Median Absolute Deviation (MAD)2
Skewness1.433422755
Sum3982809
Variance10.34772782
MonotocityNot monotonic
2021-10-15T09:44:22.049143image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=44)
ValueCountFrequency (%) 
411069614.8%
 
510221613.6%
 
310052313.4%
 
68331611.1%
 
2664578.9%
 
7640458.5%
 
8471716.3%
 
9334344.5%
 
1248293.3%
 
10232783.1%
 
Other values (34)562377.5%
 
(Missing)377985.0%
 
ValueCountFrequency (%) 
030410.4%
 
1248293.3%
 
2664578.9%
 
310052313.4%
 
411069614.8%
 
ValueCountFrequency (%) 
451< 0.1%
 
441< 0.1%
 
434< 0.1%
 
421< 0.1%
 
394< 0.1%
 

f1
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS

Distinct5
Distinct (%)< 0.1%
Missing65411
Missing (%)8.7%
Infinite0
Infinite (%)0.0%
Mean0.0008048624795
Minimum0
Maximum4
Zeros684067
Zeros (%)91.2%
Memory size5.7 MiB
2021-10-15T09:44:22.142203image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.03001040155
Coefficient of variation (CV)37.28637167
Kurtosis2184.171451
Mean0.0008048624795
Median Absolute Deviation (MAD)0
Skewness42.0206785
Sum551
Variance0.0009006242014
MonotocityNot monotonic
2021-10-15T09:44:22.224982image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
068406791.2%
 
14960.1%
 
224< 0.1%
 
31< 0.1%
 
41< 0.1%
 
(Missing)654118.7%
 
ValueCountFrequency (%) 
068406791.2%
 
14960.1%
 
224< 0.1%
 
31< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
41< 0.1%
 
31< 0.1%
 
224< 0.1%
 
14960.1%
 
068406791.2%
 

f2
Real number (ℝ≥0)

MISSING
ZEROS

Distinct107
Distinct (%)< 0.1%
Missing37798
Missing (%)5.0%
Infinite0
Infinite (%)0.0%
Mean8.57743028
Minimum0
Maximum132
Zeros21233
Zeros (%)2.8%
Memory size5.7 MiB
2021-10-15T09:44:22.924112image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q14
median7
Q311
95-th percentile23
Maximum132
Range132
Interquartile range (IQR)7

Descriptive statistics

Standard deviation7.403955252
Coefficient of variation (CV)0.8631903741
Kurtosis7.555119837
Mean8.57743028
Median Absolute Deviation (MAD)4
Skewness2.065202494
Sum6108863
Variance54.81855337
MonotocityNot monotonic
2021-10-15T09:44:23.052277image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
4605488.1%
 
3601798.0%
 
5579247.7%
 
2544037.3%
 
6536027.1%
 
7480786.4%
 
8429745.7%
 
1413795.5%
 
9369694.9%
 
10321424.3%
 
Other values (97)22400429.9%
 
(Missing)377985.0%
 
ValueCountFrequency (%) 
0212332.8%
 
1413795.5%
 
2544037.3%
 
3601798.0%
 
4605488.1%
 
ValueCountFrequency (%) 
1321< 0.1%
 
1311< 0.1%
 
1281< 0.1%
 
1171< 0.1%
 
1131< 0.1%
 

f3
Real number (ℝ≥0)

MISSING

Distinct102
Distinct (%)< 0.1%
Missing37799
Missing (%)5.0%
Infinite0
Infinite (%)0.0%
Mean14.62419738
Minimum1
Maximum128
Zeros0
Zeros (%)0.0%
Memory size5.7 MiB
2021-10-15T09:44:23.176944image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile5
Q19
median13
Q319
95-th percentile30
Maximum128
Range127
Interquartile range (IQR)10

Descriptive statistics

Standard deviation8.125875284
Coefficient of variation (CV)0.5556458978
Kurtosis3.121521135
Mean14.62419738
Median Absolute Deviation (MAD)5
Skewness1.305720747
Sum10415368
Variance66.02984914
MonotocityNot monotonic
2021-10-15T09:44:23.306960image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
11420695.6%
 
10419385.6%
 
9410865.5%
 
12406575.4%
 
8393945.3%
 
13385345.1%
 
7364224.9%
 
14361364.8%
 
15338494.5%
 
6317394.2%
 
Other values (92)33037744.1%
 
(Missing)377995.0%
 
ValueCountFrequency (%) 
110< 0.1%
 
249060.7%
 
3113021.5%
 
4187122.5%
 
5255663.4%
 
ValueCountFrequency (%) 
1281< 0.1%
 
1271< 0.1%
 
1071< 0.1%
 
1052< 0.1%
 
1042< 0.1%
 

f4
Real number (ℝ≥0)

MISSING

Distinct65
Distinct (%)< 0.1%
Missing37798
Missing (%)5.0%
Infinite0
Infinite (%)0.0%
Mean8.110185032
Minimum0
Maximum70
Zeros1588
Zeros (%)0.2%
Memory size5.7 MiB
2021-10-15T09:44:23.430154image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q15
median7
Q311
95-th percentile17
Maximum70
Range70
Interquartile range (IQR)6

Descriptive statistics

Standard deviation4.800043044
Coefficient of variation (CV)0.5918537031
Kurtosis3.325677987
Mean8.110185032
Median Absolute Deviation (MAD)3
Skewness1.339864706
Sum5776090
Variance23.04041323
MonotocityNot monotonic
2021-10-15T09:44:23.547839image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
5717659.6%
 
6709549.5%
 
4667018.9%
 
7666098.9%
 
8602488.0%
 
3525867.0%
 
9522127.0%
 
10440725.9%
 
11368194.9%
 
2331324.4%
 
Other values (55)15710420.9%
 
(Missing)377985.0%
 
ValueCountFrequency (%) 
015880.2%
 
1129781.7%
 
2331324.4%
 
3525867.0%
 
4667018.9%
 
ValueCountFrequency (%) 
701< 0.1%
 
681< 0.1%
 
661< 0.1%
 
641< 0.1%
 
631< 0.1%
 

f5
Real number (ℝ≥0)

MISSING
ZEROS

Distinct39
Distinct (%)< 0.1%
Missing37798
Missing (%)5.0%
Infinite0
Infinite (%)0.0%
Mean0.5118997138
Minimum0
Maximum51
Zeros543147
Zeros (%)72.4%
Memory size5.7 MiB
2021-10-15T09:44:23.667522image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum51
Range51
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.332782746
Coefficient of variation (CV)2.603601272
Kurtosis47.02875005
Mean0.5118997138
Median Absolute Deviation (MAD)0
Skewness5.116538805
Sum364576
Variance1.776309848
MonotocityNot monotonic
2021-10-15T09:44:23.780234image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=39)
ValueCountFrequency (%) 
054314772.4%
 
19008512.0%
 
2364294.9%
 
3165412.2%
 
498471.3%
 
557410.8%
 
636580.5%
 
723320.3%
 
814710.2%
 
99390.1%
 
Other values (29)20120.3%
 
(Missing)377985.0%
 
ValueCountFrequency (%) 
054314772.4%
 
19008512.0%
 
2364294.9%
 
3165412.2%
 
498471.3%
 
ValueCountFrequency (%) 
511< 0.1%
 
391< 0.1%
 
381< 0.1%
 
351< 0.1%
 
342< 0.1%
 

is_default
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size5.7 MiB
0
600327 
1
149673 
ValueCountFrequency (%) 
060032780.0%
 
114967320.0%
 
2021-10-15T09:44:23.863997image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Interactions

2021-10-15T09:40:37.216888image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:37.499587image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:37.793212image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:38.090967image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:38.382186image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:38.665428image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:38.927727image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:39.198495image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:39.485729image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:39.779117image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:40.054816image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:40.325091image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:40.619086image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:40.917779image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:41.187966image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:41.452864image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:41.726225image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:41.986986image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:42.263248image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:42.552473image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:42.824625image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:43.117840image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:43.369197image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:43.674368image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:43.983536image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:44.296239image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:44.573497image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:44.862195image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:45.148936image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:45.448982image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:45.746171image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:46.025439image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:46.309573image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:46.572527image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:46.839326image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:47.120583image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:47.399858image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:47.668197image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:47.919457image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:48.206687image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:48.493924image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:48.756216image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:49.024404image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:49.272421image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:49.516132image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:49.785955image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:50.071212image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:50.331156image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:50.608948image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:50.852300image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:51.134415image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:51.422165image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:51.708412image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:51.967708image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:52.253945image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:52.548006image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:52.873222image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:53.187141image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:53.489322image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:53.784578image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:54.051305image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:54.328563image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:54.618852image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:54.906129image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:55.182330image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:55.449625image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:55.746846image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:56.048385image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:56.310695image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:56.569521image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:56.830823image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:57.087337image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:57.359190image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:57.643351image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:57.912440image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:58.204674image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:58.446081image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:58.744482image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:59.043236image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:59.338983image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:59.608465image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:40:59.900643image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
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2021-10-15T09:43:49.160209image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:49.439191image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:49.730411image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:50.021286image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:50.299545image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:50.570827image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:50.876097image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:51.182279image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:51.455501image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:51.718231image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:51.980222image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:52.239531image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:52.519177image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:52.810711image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:53.086013image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:53.385826image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:53.634797image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:53.925823image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:54.225644image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:54.513874image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:54.779177image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:55.060931image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:55.336710image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:55.613477image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:55.908736image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:56.183366image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:56.451996image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:56.715431image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:56.973371image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:57.250539image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:57.523318image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:57.779631image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:58.035070image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:58.323302image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:58.609944image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:58.873257image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:59.126577image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:59.376371image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:59.622998image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:43:59.895811image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:00.180459image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:00.434780image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:00.714033image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:00.950402image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:01.228171image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:01.514930image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:01.793337image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:02.043683image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Correlations

2021-10-15T09:44:23.974175image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
2021-10-15T09:44:24.322235image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2021-10-15T09:44:24.663326image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2021-10-15T09:44:25.022526image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.
2021-10-15T09:44:25.328535image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

2021-10-15T09:44:03.808087image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:06.686259image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:10.605204image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:44:12.014082image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Sample

First rows

loan_iduser_idtotal_loanyear_of_loaninterestmonthly_paymentclasssub_classwork_typeemployer_typeindustrywork_yearhouse_existhouse_loan_statuscensor_statusmarriageoffspringsissue_dateusepost_coderegiondebt_loan_ratiodel_in_18monthscoring_lowscoring_highpub_dero_bankrupearly_returnearly_return_amountearly_return_amount_3monrecircle_brecircle_uinitial_list_statusearlies_credit_montitlepolicy_codef0f1f2f3f4f5is_default
0119262012000.0511.53264.10BB5职员普通企业采矿业NaN002002015-06-010814.045.071.0670.0674.01.0000.03855.023.10Mar-19840.01.01.00.08.017.08.01.01
136981518000.0313.98273.35CC3其他普通企业国际组织10+ years012132010-10-012240.02115.040.0725.0729.00.0000.0118632.099.91Jan-199294.01.0NaNNaNNaNNaNNaNNaN0
2787833220000.0517.99507.76DD2工人上市企业信息传输、软件和信息技术服务业10+ years001002016-08-010164.02017.381.0675.0679.00.0000.015670.072.50Oct-19960.01.06.00.010.08.03.00.00
3671675310700.0310.16346.07BB1职员普通企业电力、热力生产供应业2 years202002013-05-01448.01027.870.0710.0714.00.0000.018859.078.60Jul-200041646.01.03.00.04.011.06.00.00
424516048000.038.24251.58BB1其他政府机构金融业5 years120002017-04-014122.093.470.0660.0664.00.0000.08337.067.81Mar-20004.01.03.00.08.06.04.01.00
5647107528000.0315.59978.74CC5职员幼教与中小学校公共服务、社会组织10+ years202002016-08-010149.02224.330.0680.0684.00.0000.040727.088.60May-20020.01.03.00.06.010.03.01.01
628915166000.037.89187.72AA5职员政府机构信息传输、软件和信息技术服务业8 years010002015-07-010634.0328.430.0710.0714.00.0000.0724.014.21Aug-20000.01.03.00.013.05.05.01.00
7750155720000.0312.79671.86CC1工程师上市企业金融业10+ years002002016-07-010197.0419.480.0690.0694.00.0000.016694.071.60Oct-20050.01.08.00.03.012.08.00.00
838769789450.0313.11318.91BB4工人政府机构信息传输、软件和信息技术服务业2 years000102012-08-01419.01418.640.0705.0709.00.0000.014291.066.51Apr-2001847.01.0NaNNaNNaNNaNNaNNaN0
918694094500.035.32135.52AA1其他高等教育机构文化和体育业10+ years000102017-02-019468.007.400.0805.0809.00.0000.01623.010.50Sep-199210.01.02.00.09.08.02.00.00

Last rows

loan_iduser_idtotal_loanyear_of_loaninterestmonthly_paymentclasssub_classwork_typeemployer_typeindustrywork_yearhouse_existhouse_loan_statuscensor_statusmarriageoffspringsissue_dateusepost_coderegiondebt_loan_ratiodel_in_18monthscoring_lowscoring_highpub_dero_bankrupearly_returnearly_return_amountearly_return_amount_3monrecircle_brecircle_uinitial_list_statusearlies_credit_montitlepolicy_codef0f1f2f3f4f5is_default
74999073361374999029175.0320.801096.18EE1其他政府机构金融业5 years102152013-08-011228.0248.250.0665.0669.00.0000.00000025477.081.71Oct-200335722.01.07.00.014.017.09.00.00
74999157515874999140000.037.891251.43AA5职员普通企业电力、热力生产供应业7 years202112016-05-0104.0313.790.0720.0724.01.0000.00000022494.019.30Sep-20000.01.04.00.012.020.011.00.00
74999258800074999210000.058.18203.63BB1公务员政府机构金融业< 1 year101102015-09-014275.089.530.0680.0684.00.029290122.6420367184.086.60Sep-20054.01.03.00.018.06.04.00.00
74999329138374999340000.0510.90867.71BB4其他政府机构金融业9 years201132018-03-012248.01117.420.0700.0704.00.0000.0000005192.07.20Dec-20085.01.09.00.09.024.07.00.00
74999454999174999412000.036.49367.74AA2公务员政府机构信息传输、软件和信息技术服务业10+ years000102014-11-010112.02319.760.0710.0714.00.0000.00000023078.050.50Mar-19940.01.07.00.06.015.011.00.00
74999562428774999512000.0311.47395.55BB5职员上市企业文化和体育业4 years001002016-02-01095.01321.550.0665.0669.00.0000.0000009572.062.20Jun-19950.01.06.00.08.022.012.05.00
74999642760274999612000.036.03365.23AA1工人政府机构住宿和餐饮业8 years102002014-03-01474.0304.520.0770.0774.00.06810352.90189814183.030.51Sep-20014.01.02.00.07.04.04.00.00
74999720682874999710000.0315.41348.67DD1职员政府机构住宿和餐饮业8 years122102015-12-01774.03017.250.0665.0669.00.0000.0000009259.072.90Oct-20088.01.06.00.010.011.03.00.00
7499982939127499987200.039.44230.44BB1其他政府机构信息传输、软件和信息技术服务业10+ years202322017-12-010134.0824.850.0675.0679.01.0000.0000009825.071.20Apr-20060.01.07.00.09.011.06.00.00
74999938138874999916000.0519.22416.99DD4职员幼教与中小学校文化和体育业3 years101122013-12-015616.0015.080.0695.0699.00.0000.0000009019.078.41Feb-20016.01.07.00.09.013.06.00.00